{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we will see how singular decompositions can be used for stock price prediction. For that we will need `quandl` library to be installed (see [here](https://github.com/quandl/quandl-python) for more details). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:21.162271Z",
     "start_time": "2018-03-21T17:58:21.098734Z"
    }
   },
   "outputs": [],
   "source": [
    "from ssa_core import ssa, ssa_predict, ssaview, inv_ssa, ssa_cutoff_order\n",
    "from mpl_utils import set_mpl_theme\n",
    "\n",
    "import matplotlib.pylab as plt\n",
    "import quandl\n",
    "import pandas as pd\n",
    "import datetime\n",
    "from datetime import timedelta\n",
    "from dateutil import parser\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# customize mpl a bit\n",
    "set_mpl_theme('light')\n",
    "\n",
    "# some handy functions\n",
    "def fig(w=16, h=5, dpi=96, facecolor=None, edgecolor=None):\n",
    "    return plt.figure(figsize=(w, h), dpi=dpi, facecolor=facecolor, edgecolor=edgecolor)\n",
    "\n",
    "def mape(f, t):\n",
    "    return 100*((f - t)/t).abs().sum()/len(t)\n",
    "\n",
    "def mae(f, t):\n",
    "    return 100*((f - t)).abs().sum()/len(t)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now try to load adjusted close prices for MSFT from Quandl."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:24.301802Z",
     "start_time": "2018-03-21T17:58:22.694506Z"
    }
   },
   "outputs": [],
   "source": [
    "instrument = 'MSFT'\n",
    "data = quandl.get('WIKI/%s' % instrument, start_date='2012-01-01', end_date='2017-02-01')\n",
    "closes = data['Adj. Close'].rename('close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We split series into train and test intervals and see how it looks on chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:26.483452Z",
     "start_time": "2018-03-21T17:58:25.860828Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f29b62dcfd0>"
      ]
     },
     "execution_count": 223,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1536x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_date = '2017-01-01'\n",
    "\n",
    "train_d = closes[:test_date]\n",
    "test_d = closes[test_date:]\n",
    "\n",
    "fig(16, 3); plt.plot(train_d, label='Train'); plt.plot(test_d, 'r', label='Test')\n",
    "plt.title('%s adjusted daily close prices' % instrument)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see how SSA decomposes original series into trend components and noise. There is chart of original series, reconstructed from first 4 components and residuals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:29.791241Z",
     "start_time": "2018-03-21T17:58:28.329695Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1536x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig()\n",
    "ssaview(train_d.values, 120, [0,1,2,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot residuals plot using following code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:34.254183Z",
     "start_time": "2018-03-21T17:58:33.412235Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+n9fMzIzq9bp6e3tVqVS0uLiovr4+lctlBUGggYEBFYtFNRoNDQ4OamJiQpLe8c+xWEz9/f0qFAqKx+Pq6enR5OSkEomEcrmcSqWSksmkMpmMpqamlEqllE6nNT09rXQ6rY6ODlUqFXV2dioej6tarS49mGZubk7VarWtMkXtUyqVUqFQaKtMUftUq9U0Pj6+6jKtRePj4yvWp2avvVQqpfHxcdO1Z3U+zc3NaXp6uq0yRe1TMpnU5ORkW2W6WZ9ud4Mh1mg0Grd74v+0sbExHT9+XE8//fTS177whS/ooYce0rFjx3To0KGlF7gjR47owQcf1NDQUOjvC4JA58+f19DQUFvfKzI5Oam+vj7rMkyQffVlP3h03LqE2/alRzdYlxDZau17K5DdT/YgCHThwgVt37490r/fy74HJJ/Pq1Kp6MqVK5KkQqGgyclJDQ4OaseOHTp9+rSk64PK9PS0tm3bttxDtoX5+XnrEsyQHd547jvZEWbZl2Cy2az27Nmjr371q4rFYmo0Gnr44YeVz+c1PDys48eP6/Dhw4rH49q3b19b72rcjnw+b12CGbLDG899JzvCNOU5IO973/v0vve97xe+ns1mtX///mYcou3MzMxo/fr11mWYILvP7J557jvZfWaPgiehGqnX69YlmCE7vPHcd7IjDAOIkd7eXusSzJAd3njuO9kRhgHESKVSsS7BDNnhjee+kx1hGECMLC4uWpdghuzwxnPfyY4wDCBGPL03/OeRHd547jvZEaYp74LB7SuXy/qlX/ol6zJMkN1n9maL8vC01fKwMs99J7vP7FGwA2IkCALrEsyQHd547jvZEYYBxMjAwIB1CWbIDm88953sCMMAYqRYLFqXYIbs8MZz38mOMAwgRpb5GYBrGtnhjee+kx1hGECMDA4OWpdghuzwxnPfyY4wDCBGJiYmrEswQ3Z447nvZEcYBhAAANByDCBGPG/NkR3eeO472RGGAcSI5605ssMbz30nO8IwgAAAgJZjADHieWuO7PDGc9/JjjAMIEY8b82RHd547jvZEYYBxEgsFrMuwQzZ4Y3nvpMdYRhAjPT391uXYIbs8MZz38mOMAwgRgqFgnUJZsgObzz3newIwwBiJB6PW5dghuzwxnPfyY4wDCBGenp6rEswQ3Z447nvZEcYBhAjk5OT1iWYITu88dx3siMMA4iRRCJhXYIZssMbz30nO8IwgBjJ5XLWJZghO7zx3HeyIwwDiJFSqWRdghmywxvPfSc7wjCAGEkmk9YlmCE7vPHcd7IjDAOIkUwmY12CGbLDG899JzvCMIAYmZqasi7BDNnhjee+kx1hGECMpFIp6xLMkB3eeO472RGGAcRIOp22LsEM2eGN576THWEYQIxMT09bl2CG7PDGc9/JjjAMIEY8T8Zkhzee+052hGEAMdLR0WFdghmywxvPfSc7wjCAGKlUKtYlmCE7vPHcd7IjDAOIkc7OTusSzJAd3njuO9kRhgHESDwety7BDNnhjee+kx1hGECMVKtV6xLMkB3eeO472RGGAcRIV1eXdQlmyA5vPPed7AjDAAIAAFouYV2AV7Ozs+ru7rYuwwTZW5v94NHxlh4Pv4g1T3b8oqYMIIuLi3rppZf0wx/+UMlkUhs2bNCf/MmfqFAoaGRkRLOzs0qn09q7d6/uuOOOZhxyzctms9YlmCE7vPHcd7IjTFMGkH/5l3+RJD399NOKxWJL730+ceKEdu7cqfvuu09nz57V888/r49//OPNOOSaFwSBdQlmyA5vPPed7Aiz7HtA5ufn9d3vflcPPfSQYrGYJCmXy6larerSpUu69957JUk7duxQuVxWoVBY7iHbwtzcnHUJZsgObzz3newIs+wdkMnJSXV2durUqVN64403lEwmtWvXLq1fv165XG7pfdCxWEz5fF7lclkDAwPLLnyty+Vy1iWYITu88dx3siPMsgeQIAg0NTWlX/7lX9bw8LDeeustHT16VB/96Ecj/47R0VGNjo5eLyiR0PDwsC5fvqxMJiPp+o082WxWQRBobm5OuVxOCwsLqtVq6u7uVq1W0/z8vPL5vGZmZlSv19Xb26tKpaLFxUX19fWpXC4rCAINDAyoWCyq0WhocHBQExMTkvSOf47FYurv71ehUFA8HldPT48mJyeVSCSUy+VUKpWUTCaVyWQ0NTWlVCqldDqt6elppdNpdXR0qFKpqLOzU/F4XNVqdeltWePj49q0aVNbZYraJ0m6evVqW2WK2qe33npLuVyupZk8Gx8fXxXnU71eV6VSMV17VufTW2+9pQ0bNrRVpqh9unbtmubn59sq0836VC6Xb+v8jDUajca7OK+XzMzM6C/+4i/0V3/1V1q37voVnS984Qv6wAc+oBdeeEGHDx9WPB5Xo9HQpz/9aR08ePCmOyBBEOj8+fMaGhpq66fIjY+PL52U3pC9tdk9vwvmS4+ujnXGmie7B0EQ6MKFC9q+fXukf7+XfQ9IJpPRr/7qr+qHP/yhpOuXZEqlku666y5t2rRJr732miTp3Llz6u7u5vLL/8fzW7PIDm88953sCNOUd8F86EMf0gsvvKCTJ08qFovpQx/6kHp6erRnzx6NjIzo29/+tlKplPbu3duMw7WFWq3m9il5ZG9eds+7G2sJa57s+EVNGUD6+/v12GOP/cLXBwcH9cQTTzTjEG3nxr0QHpEd3njuO9kRhkexG8nn89YlmCE7vPHcd7IjDAOIkZmZGesSzJAd3njuO9kRhgHESL1ety7BDNnhjee+kx1hGECM9Pb2WpdghuzwxnPfyY4wDCBGbnxejkdkhzee+052hGEAMbK4uGhdghmywxvPfSc7wjCAGOnr67MuwQzZ4Y3nvpMdYRhAjNzuM/PbCdnhjee+kx1hmvIgMty+IAisSzBDdrRKlCfFtuLzYjz3newIww6IEc+fiUN2eOO572RHGAYQI8Vi0boEM2SHN577TnaEYQAx0mg0rEswQ3Z447nvZEcYBhAjg4OD1iWYITu88dx3siMMA4iRiYkJ6xLMkB3eeO472RGGAQQAALQcA4gRz1tzZIc3nvtOdoThOSBGJiYmtGHDyj9/YDUiu8/sq1UrnhXiue9k95k9CnZAAABAyzGAGPG8NUd2eOO572RHGAYQI57vjiY7vPHcd7IjDAOIkVgsZl2CGbLDG899JzvCMIAY6e/vty7BDNnhjee+kx1hGECMFAoF6xLMkB3eeO472RGGAcRIPB63LsEM2eGN576THWEYQIz09PRYl2CG7PDGc9/JjjAMIEYmJyetSzBDdnjjue9kRxiehGokkfD7n57s0UR5QifWBta8T56zR8EOiJFcLmddghmywxvPfSc7wjCAGCmVStYlmCE7vPHcd7IjDAOIkWQyaV2CGbLDG899JzvCMIAYyWQy1iWYITu88dx3siMMA4iRqakp6xLMkB3eeO472RGGAcRIKpWyLsEM2eGN576THWEYQIyk02nrEsyQHd547jvZEYYBxMj09LR1CWbIDm88953sCMMAYsTzZEx2eOO572RHGAYQIx0dHdYlmCE7vPHcd7IjDAOIkUqlYl2CGbLDG899JzvCMIAY6ezstC7BDNnhjee+kx1hGECMxONx6xLMkB3eeO472RGGAcRItVq1LsEM2eGN576THWEYQIx0dXVZl2CG7PDGc9/JjjAMIAAAoOWaOoB897vf1ZNPPqnvf//7kq5vP/3d3/2dDh8+rM9//vN68803m3m4NW12dta6BDNkhzee+052hGnaAFIqlfSf//mf2rJly9LXTp48qS1btujQoUPau3ev/vEf/1FBEDTrkGtaNpu1LsEM2eGN576THWGaMoBcu3ZNX//61/Xwww8rkUgsff3s2bO6//77JUmbN29Wd3e3Ll682IxDrnmeBzGywxvPfSc7wjRlAPnXf/1X3XXXXbrzzjuXvjY7O6sgCJTL5Za+ls/nVS6Xm3HINW9ubs66BDNkhzee+052hEnc+kdu7ic/+YnOnTungwcPvuvfMTo6qtHR0esFJRIaHh7W5cuXlclkJF0fZrLZrIIg0NzcnHK5nBYWFlSr1dTd3a1arab5+Xnl83nNzMyoXq+rt7dXlUpFi4uL6uvrU7lcVhAEGhgYULFYVKPR0ODgoCYmJiTpHf8ci8XU39+vQqGgeDyunp4eTU5OKpFIKJfLqVQqKZlMKpPJaGpqSqlUSul0WtPT00qn0+ro6FClUlFnZ6fi8biq1erSXdFzc3OqVqttlSlqnzo6OlQoFNoqU9Q+Xb16VePj45EyYfUI61nUtdfR0aHx8XHTtWd1Ps3NzS19KFu7ZIrap0QiocnJybbKdLM+3e4GQ6zRaDTe3Sl53b//+7/rW9/61tKll2q1qnQ6rV27dumf//mfdejQoaVdkCNHjujBBx/U0NBQ6O8LgkDnz5/X0NBQWz/EpVQqqbe317oME2SPlv3g0fEVrgZRfenRDcv6+6x5snsQBIEuXLig7du3R/r3e9k7IA888IAeeOCBpf/9t3/7t/r93/99/eZv/qb+93//V6dPn9auXbs0Njam6elpbdu2bbmHbAu1Ws26BDNkRzu69cA4vuxBZi3yvOY9Z49i2QPIzQwPD+v48eM6fPiw4vG49u3b19a7Greju7vbugQzZAf88LzmPWePoukDyOOPP77052w2q/379zf7EG2hVqu5fUoe2X1mh0+e17zn7FHwJFQj8/Pz1iWYITvgh+c17zl7FAwgRvL5vHUJZsgO+OF5zXvOHgUDiJGZmRnrEsyQHfDD85r3nD2KFb0JFeHq9bp1CWbIjrWGt0S/e57XvOfsUbADYsTTe8N/HtkBPzyvec/Zo2AHxEilUlE6nbYuwwTZ0/w/arjB+e4zexTsgBhZXFy0LsEM2QE/PK95z9mjYAAx0tfXZ12CGbIDfnhe856zR8EAYsTzpwKTHfDD85r3nD0KBhAjQRBYl2CG7IAfnte85+xRMIAYGRgYsC7BDNkBPzyvec/Zo2AAMVIsFq1LMEN2wA/Pa95z9igYQIw0Gg3rEsyQHfDD85r3nD0KBhAjg4OD1iWYITvgh+c17zl7FAwgRiYmJqxLMEN2wA/Pa95z9igYQAAAQMsxgBjxvDVHdsAPz2vec/YoGECMeN6aIzvgh+c17zl7FAwgAACg5RhAjHjemiM74IfnNe85exQMIEY8b82RHfDD85r3nD0KBhAjsVjMugQzZAf88LzmPWePggHESH9/v3UJZsgO+OF5zXvOHgUDiJFCoWBdghmyA354XvOes0fBAGIkHo9bl2CG7IAfnte85+xRMIAY6enpsS7BDNkBPzyvec/Zo2AAMTI5OWldghmyA354XvOes0fBAGIkkUhYl2CG7IAfnte85+xRMIAYyeVy1iWYITvgh+c17zl7FAwgRkqlknUJZsgO+OF5zXvOHgUDiJFkMmldghmyA354XvOes0fBBSojmUzGugQzazn7waPjt/yZLz26IfR7azk7lm+562ct8rzmPWePgh0QI1NTU9YlmCE74IfnNe85exQMIEZSqZR1CWbIDvjhec17zh4Fl2CMpNNp6xLMkB0I126XaTyvec/Zo2AHxMj09LR1CWbIDvjhec17zh4FA4gRz5Mx2QE/PK95z9mjYAAx0tHRYV2CGbIDfnhe856zR8EAYqRSqViXYIbsgB+e17zn7FEwgBjp7Oy0LsEM2QE/PK95z9mjYAAxEo/HrUswQ3bAD89r3nP2KBhAjFSrVesSzJAd8MPzmvecPQoGECNdXV3WJZghO+CH5zXvOXsUy34QWb1e13PPPacrV64omUwqk8lo9+7dGhgYULVa1cjIiIrFohKJhHbv3q2tW7c2o24AALCGNeVJqDt37tTdd9+tWCymV199VS+88IIef/xxnTx5Ulu2bNHHPvYxjY2N6dixY3rmmWe4LiZpdnZW3d3d1mWYWK3ZozyBcrlWa3ZgpXhe856zR7HsSzDJZFL33HOPYrGYJGnLli0qlUqSpLNnz+r++++XJG3evFnd3d26ePHicg/ZFrLZrHUJZsgO+OF5zXvOHkXT7wF55ZVXtH37ds3OzioIAuVyuaXv5fN5lcvlZh9yTQqCwLoEM2QH/PC85j1nj6Ja4dKwAAALI0lEQVSpH0Z36tQpFYtFHThwQPV6PfLfGx0d1ejo6PWCEgkNDw/r8uXLymQykq5vY2WzWQVBoLm5OeVyOS0sLKhWq6m7u1u1Wk3z8/PK5/OamZlRvV5Xb2+vKpWKFhcX1dfXp3K5rCAINDAwoGKxqEajocHBQU1MTEjSO/45Foupv79fhUJB8XhcPT09mpycVCKRUC6XU6lUWrrvZWpqSqlUSul0WtPT00qn0+ro6FClUlFnZ6fi8biq1erSTUk//vGPtXXr1rbKFLVPtVpN9Xp91WVqlltfyplr2rHg0+zs7Jp5jfjxj3+su+66a6nudnstv1mmq1evKgiCtsp0sz7d7gZDrNFoNJZzItzw8ssv68yZMzpw4IDWr18vSfrkJz+pQ4cOLe2CHDlyRA8++KCGhoZCf08QBDp//ryGhoba+l6RmZmZpQHLm9WavRX3gADNsJY+DXe1nu+t4C17EAS6cOGCtm/fHunf76bsgIyOjurMmTPav3//0vAhSTt27NDp06e1a9cujY2NaXp6Wtu2bWvGIde8hYUF6xLMNDt7u318OdBOeK1DmGUPIOVyWS+99JL6+vr07LPPXv+liYSefPJJDQ8P6/jx4zp8+LDi8bj27dvX1rsat6NWq1mXYMZzdsAbz+e75+xRLHsA6enp0ZEjR97xe9lsVvv371/uIdqS57dmec4OeOP5fPecPQqehGrE82TsOTvgjefz3XP2KBhAjMzPz1uXYMZzdsAbz+e75+xRMIAYyefz1iWY8Zwd8Mbz+e45exQMIEZmZmasSzDjOTvgjefz3XP2KBhAjNzOg9rajefsgDeez3fP2aNo6pNQEV1vb691CWY8ZweaYS09+8bz+e45exTsgBhp5qO/1xrP2QFvPJ/vnrNHwQ6IkcXFResSzHjODqwmrdhJ8Xy+e84eBTsgRvr6+qxLMOM5O+CN5/Pdc/YoGECM3O6nBrYTz9kBbzyf756zR8ElGCNBEFiXYMYiO590C9jgtQ5h2AExMjAwYF2CGc/ZAW88n++es0fBAGKkWCxal2DGc3bAG8/nu+fsUTCAGGk0GtYlmPGcHfDG8/nuOXsUDCBGBgcHrUsw4zk74I3n891z9ii4CdXIxMSENmxYHU8qbLXbyc7No8Daxmudz+xRsAMCAABajgHEiOetOc/ZAW88n++es0fBJRgjnrfmPGcH1prlPq7d8/nuOXsU7IAAAICWYwAx4nlrznN2wBvP57vn7FEwgBiZmJiwLsGM5+yAN57Pd8/Zo2AAMRKLxaxLMOM5O+CN5/Pdc/YouAnVSH9/v3UJZjxnB1pltTxDx/P57jl7FOyAGCkUCtYlmPGcHfDG8/nuOXsUDCBG4vG4dQlmPGcHvPF8vnvOHgWXYIz09PRYl/CuLfe5AGs5O4DbY3G+L/c1qll4rbs5dkCMTE5OWpdgxnN2wBvP57vn7FGwA2IkkfD7n/5G9tVykxyAlcNrHcKwA2Ikl8tZl2DGc3bAG8/nu+fsUTCAGCmVStYlmPGcHfDG8/nuOXsU7A8ZSSaT1iWsqFtfXuHyC+DBjde61XJjaCu1++v8crEDYiSTyViXAAArzvNrnefsUbADYmRqakrr16+3LgMAlu3WuxtTLaljteF1/ubYATGSSqWsSwAArCBe52+OAcRIOp22LgEAsIJ4nb85LsEYmZ6eVldXl3UZAOBSK26K5XX+5tgBMcJkDADtjdf5m2MHZAVFeStqK9925vFtcADay1p6gnJHR4d1CasaOyAAAKyASqViXcKqxgACAMAK6OzstC5hVXN1CaadL0E0a1tyLW1vAmgv7fb6E4/HrUtY1dgBAQBgBVSrVesSVrUV3wEpFAoaGRnR7Oys0um09u7dqzvuuGOlDwsAgCnegntzKz6AnDhxQjt37tR9992ns2fP6vnnn9fHP/7xlT7smtFuW44A0C6a8/o824Tf0Vyr5VaDFR1AqtWqLl26pEcffVSStGPHDr344osqFAoaGBh4x7/TaDQkSUEQNL2eZLxxy59p5nGjHA8AgFZaiX9ff/r33vh3/FZWdAApl8vK5XJLN+LEYjHl83mVy+WfGUBGR0c1Ojoq6fqDW/7gD/5AFy9ebHo9//eBW//MhQvTLT0eAACt1Mx/597JtWvXIv3cqngXzPvf/369//3vl3S98MXFRa1bt06xWMy2sBX0uc99Tp/61KesyzBBdrJ7Q3aye9BoNHTt2jUlEtFGixUdQHp6elSpVBQEgeLxuBqNhqamptTT0xP6d9atW+fi6XGLi4tu36JFdrJ7Q3ay4xet6Ntws9msNm3apNdee02SdO7cOXV3d4fe/wEAAHyIf+Yzn/nMSh7gPe95j77xjW/oO9/5jsbGxrR3715ls9mVPOSa8Z73vMe6BDNk94nsPpEd7yTWiHq7KgAAQJPwJFQAANByDCAAAKDlVsXbcL36t3/7N50+fVqxWEzXrl3Tzp079Xu/93vWZbXEK6+8ov/4j/9Yeqv1Bz/4Qf32b/+2cVWt8YMf/EDf/OY39ZOf/EQPPPCA/uiP/si6pBXl+eMYXnzxRZ0/f15TU1N66qmntHHjRuuSWqJer+u5557TlStXlEwmlclktHv3bldvQPjyl7+sarWqWCymVCqlhx9+WJs2bbIua1XhHhBDV69e1fr16yVJtVpNn//85/XII4+4WKRvvPGG7rzzTq1fv15TU1P667/+az3xxBPq7++3Lm3FTUxMqF6v69y5c5qfn2/7AeTZZ5/V7/zO7yx9HMN3vvMdNx/H8Oabb6qvr09f/OIX9cgjj7gaQH70ox/p7rvvViwW06uvvqpz587p8ccfty6tZX769f173/uevvWtb+kTn/iEcVWrC5dgDN1YnJI0Pz+/Yo/HXY1+7dd+bSl/Pp9XNptVuVw2rqo1BgcHtXHjRq1b1/6n342PY7j33nslXf84hnK5rEKhYFxZa2zduvWmzz1qV8lkUvfcc8/SDueWLVtUKpWMq2qtn359r9VqhpWsXlyCMXb27Fl985vfVLFY1EMPPeRi9+PnXbhwQVevXtWdd95pXQqaLOrHMaC9vfLKK9q+fbt1GS33ta99beljRT760Y8aV7P6MICsoL/5m79RsVh8x+/9+Z//ufL5vN773vfqve99r0qlko4dO6bf+I3f0ODgYIsrbb4o2SVpfHxcX//61/XhD39YqVSqlSWumKjZAQ9OnTqlYrGoAwcOWJfScvv27ZMk/dd//ZdOnjypP/3TPzWuaHVhAFlBTzzxROSf7e3t1ebNm/WDH/ygLQaQKNkvX76sr3zlK/rjP/5j/cqv/EoLqmqN2+l7u3s3H8eA9vHyyy/re9/7ng4cOODiIzbC3Hffffqnf/onzc7Oqqury7qcVaP9L0KvYpcvX17688zMjC5evKgNGzYYVtQ6V65c0d///d9rz549Ghoasi4HK4SPY/BrdHRUZ86c0f79+3/mfggPrl69qunp//8TZ7///e+rs7NTnZ2dhlWtPrwLxtCJEyf0P//zP0vXx3fu3Knf/d3fNa6qNb785S/r0qVLP3M5Ynh4WL/+679uWFVrvPHGGxoZGVm6MS2dTmv37t1te418YmJCIyMjmpubUyqV0t69e90M2idOnNDrr7+uarWqzs5OpdNpHTp0yLqsFVcul/WXf/mX6uvrW7q0mkgk9OSTTxpX1hqlUklf/epXVa/XFYvF1NXVpT/8wz908y6oqBhAAABAy3EJBgAAtBwDCAAAaDkGEAAA0HIMIAAAoOUYQAAAQMsxgAAAgJZjAAEAAC3HAAIAAFqOAQQAALTc/wN36Bz7cNKoDQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pc, _, v = ssa(train_d.values, 120)\n",
    "reconstructed = inv_ssa(pc, v, [0,1,2,3])\n",
    "noise = train_d.values - reconstructed\n",
    "plt.hist(noise, 50);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's possible to reduce embedding space dimension by finding minimal lag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:36.390364Z",
     "start_time": "2018-03-21T17:58:35.930333Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "MAX_LAG_NUMBER = 120 # 4*30 = 1 quarter max\n",
    "n_co = ssa_cutoff_order(train_d.values, dim=MAX_LAG_NUMBER, show_plot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using minimal lag we could try to make forecast for price series and plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:39.494612Z",
     "start_time": "2018-03-21T17:58:37.906267Z"
    }
   },
   "outputs": [],
   "source": [
    "days_to_predict = 15\n",
    "forecast = ssa_predict(train_d.values, n_co, list(range(8)), days_to_predict, 1e-5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-03-21T17:58:41.177174Z",
     "start_time": "2018-03-21T17:58:40.655536Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1536x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig(16, 5)\n",
    "\n",
    "prev_ser = closes[datetime.date.isoformat(parser.parse(test_date) - timedelta(120)):test_date]\n",
    "plt.plot(prev_ser, label='Train Data')\n",
    "\n",
    "test_d = closes[test_date:]\n",
    "f_ser = pd.DataFrame(data=forecast, index=test_d.index[:days_to_predict], columns=['close'])\n",
    "orig = pd.DataFrame(test_d[:days_to_predict])\n",
    "\n",
    "plt.plot(orig, label='Test Data')\n",
    "plt.plot(f_ser, 'r-', marker='.', label='Forecast')\n",
    "plt.legend()\n",
    "plt.title('Forecasting %s for %d days, MAPE = %.2f%%' % (instrument, days_to_predict, mape(f_ser, orig)));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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